Awesome Federated Machine Learning / Top Machine Learning Conferences / ICML |
| ICML 2023 | | | |
| A General Theory for Federated Optimization with Asynchronous and Heterogeneous Clients Updates | | | |
| Surrogate Model Extension (SME): A Fast and Accurate Weight Update Attack on Federated Learning | | | |
| code | 9 | over 1 year ago | |
| LeadFL: Client Self-Defense against Model Poisoning in Federated Learning | | | |
| Achieving Linear Speedup in Non-IID Federated Bilevel Learning | | | |
| On the Convergence of Federated Averaging with Cyclic Client Participation | | | |
| FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models | | | |
| Flash: Concept Drift Adaptation in Federated Learning | | | |
| code | | | |
| Personalized Federated Learning under Mixture of Distributions | | | |
| Federated Heavy Hitter Recovery under Linear Sketching | | | |
| Improving the Model Consistency of Decentralized Federated Learning | | | |
| Towards Unbiased Training in Federated Open-world Semi-supervised Learning | | | |
| Optimizing the Collaboration Structure in Cross-Silo Federated Learning | | | |
| code | 16 | over 2 years ago | |
| FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction | | | |
| code | 25 | over 1 year ago | |
| Federated Online and Bandit Convex Optimization | | | |
| Federated Linear Contextual Bandits with User-level Differential Privacy | | | |
| FedCR: Personalized Federated Learning Based on Across-Client Common Representation with Conditional Mutual Information Regularization | | | |
| code | 19 | about 2 years ago | |
| TabLeak: Tabular Data Leakage in Federated Learning | | | |
| Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning Using Independent Component Analysis | | | |
| The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond | | | |
| LESS-VFL: Communication-Efficient Feature Selection for Vertical Federated Learning | | | |
| One-Shot Federated Conformal Prediction | | | |
| code | 11 | about 2 years ago | |
| Fast Federated Machine Unlearning with Nonlinear Functional Theory | | | |
| code | | | |
| Efficient Personalized Federated Learning via Sparse Model-Adaptation | | | |
| code | 25 | over 2 years ago | |
| DoCoFL: Downlink Compression for Cross-Device Federated Learning | | | |
| Private Federated Learning with Autotuned Compression | | | |
| Analysis of Error Feedback in Federated Non-Convex Optimization with Biased Compression: Linear Speedup and Partial Participation | | | |
| Personalized Subgraph Federated Learning | | | |
| code | 45 | over 2 years ago | |
| Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning | | | |
| code | 34 | about 1 year ago | |
| Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape | | | |
| Towards Understanding Ensemble Distillation in Federated Learning | | | |
| SRATTA: Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning | | | |
| code | 4 | over 2 years ago | |
| FedHPO-Bench: A Benchmark Suite for Federated Hyperparameter Optimization | | | |
| code | 1,335 | about 1 year ago | |
| Federated Hypergradient Computation via Aggregated Iterative Differentiation | | | |
| Personalized Federated Learning with Inferred Collaboration Graphs | | | |
| code | 26 | over 2 years ago | |
| Secure Federated Correlation Test and Entropy Estimation | | | |
| code | 8 | over 2 years ago | |
| Doubly Adversarial Federated Bandits | | | |
| FedDisco: Federated Learning with Discrepancy-Aware Collaboration | | | |
| code | 68 | almost 2 years ago | |
| Revisiting Weighted Aggregation in Federated Learning with Neural Networks | | | |
| Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design | | | |
| Anchor Sampling for Federated Learning with Partial Client Participation | | | |
| code | 2 | over 1 year ago | |
| Federated Adversarial Learning: A Framework with Convergence Analysis | | | |
| Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction | | | |
| GuardHFL: Privacy Guardian for Heterogeneous Federated Learning | | | |
| Vertical Federated Graph Neural Network for Recommender System | | | |
| code | 5 | over 2 years ago | |
| FeDXL: Provable Federated Learning for Deep X-Risk Optimization | | | |
| code | 2 | over 2 years ago | |
| Conformal Prediction for Federated Uncertainty Quantification Under Label Shift | | | |
| From Noisy Fixed-Point Iterations to Private ADMM for Centralized and Federated Learning | | | |
| No One Idles: Efficient Heterogeneous Federated Learning with Parallel Edge and Server Computation | | | |
| code | 17 | over 2 years ago | |
| Out-of-Distribution Generalization of Federated Learning via Implicit Invariant Relationships | | | |
| code | 10 | about 2 years ago | |
| Federated Conformal Predictors for Distributed Uncertainty Quantification | | | |
| code | 10 | over 1 year ago | |
| ICML 2022 | | | |
| Deep Neural Network Fusion via Graph Matching with Applications to Model Ensemble and Federated Learning | | | |
| code | 18 | over 2 years ago | |
| Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization | | | |
| video | | | |
| FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning | | | |
| code | 17 | over 3 years ago | |
| FedNL: Making Newton-Type Methods Applicable to Federated Learning | | | |
| video | | | |
| Federated Minimax Optimization: Improved Convergence Analyses and Algorithms | | | |
| slide | | | |
| FedNest: Federated Bilevel, Minimax, and Compositional Optimization | | | |
| code | 6 | over 3 years ago | |
| Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification | | | |
| code | 274 | over 1 year ago | |
| DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training | | | |
| code | 72 | over 3 years ago | |
| Federated Learning with Positive and Unlabeled Data | | | |
| video | | | |
| Neurotoxin: Durable Backdoors in Federated Learning | | | |
| code | 65 | over 2 years ago | |
| DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning | | | |
| slide | | | |
| Neural Tangent Kernel Empowered Federated Learning | | | |
| code | 3 | over 2 years ago | |
| EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning | 14 | over 3 years ago | |
| code | 14 | over 3 years ago | |
| Architecture Agnostic Federated Learning for Neural Networks | | | |
| slide | | | |
| Fast Composite Optimization and Statistical Recovery in Federated Learning | | | |
| slide | | | |
| Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning | | | |
| slide | | | |
| Communication-Efficient Adaptive Federated Learning | | | |
| slide | | | |
| Personalized Federated Learning via Variational Bayesian Inference | | | |
| code | 52 | over 3 years ago | |
| QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning | | | |
| code | 12 | over 2 years ago | |
| Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy | | | |
| video | | | |
| The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation | | | |
| slide | | | |
| The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning | | | |
| code | 695 | over 1 year ago | |
| Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring | | | |
| slide | | | |
| Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling | | | |
| slide | | | |
| Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering | | | |
| code | 54 | over 2 years ago | |
| Resilient and Communication Efficient Learning for Heterogeneous Federated Systems | | | |
| slide | | | |
| Accelerated Federated Learning with Decoupled Adaptive Optimization | | | |
| slide | | | |
| Proximal and Federated Random Reshuffling | | | |
| code | 4 | over 4 years ago | |
| Personalized Federated Learning through Local Memorization | | | |
| code | 43 | over 2 years ago | |
| Federated Learning with Partial Model Personalization | | | |
| code | 2 | over 3 years ago | |
| ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training | | | |
| code | 20 | about 3 years ago | |
| Federated Learning with Label Distribution Skew via Logits Calibration | | | |
| slide | | | |
| Anarchic Federated Learning | | | |
| slide | | | |
| Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning | | | |
| code | 40 | about 3 years ago | |
| Generalized Federated Learning via Sharpness Aware Minimization | | | |
| slide | | | |
| FedScale: Benchmarking Model and System Performance of Federated Learning at Scale | | | |
| code | 390 | almost 2 years ago | |
| Multi-Level Branched Regularization for Federated Learning | | | |
| HomePage | | | |
| ICML 2021 | | | |
| Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix | | | |
| video | | | |
| FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Analysis | | | |
| video | | | |
| Personalized Federated Learning using Hypernetworks | | | |
| code | 183 | over 2 years ago | |
| Federated Composite Optimization | | | |
| code | 12 | over 3 years ago | |
| Exploiting Shared Representations for Personalized Federated Learning | | | |
| code | | | |
| Data-Free Knowledge Distillation for Heterogeneous Federated Learning | | | |
| code | 243 | about 1 year ago | |
| Federated Continual Learning with Weighted Inter-client Transfer | | | |
| code | 102 | over 4 years ago | |
| Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity | | | |
| video | | | |
| Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning | | | |
| video | | | |
| Federated Learning of User Verification Models Without Sharing Embeddings | | | |
| video | | | |
| Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning | | | |
| code | | | |
| Ditto: Fair and Robust Federated Learning Through Personalization | | | |
| code | 138 | over 3 years ago | |
| Heterogeneity for the Win: One-Shot Federated Clustering | | | |
| video | | | |
| The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation | | | |
| video | | | |
| Debiasing Model Updates for Improving Personalized Federated Training | | | |
| video | | | |
| One for One, or All for All: Equilibria and Optimality of Collaboration in Federated Learning | | | |
| code | 6 | over 4 years ago | |
| CRFL: Certifiably Robust Federated Learning against Backdoor Attacks | | | |
| code | 71 | about 4 years ago | |
| Federated Learning under Arbitrary Communication Patterns | | | |
| video | | | |
| ICML 2020 | | | |
| FedBoost: A Communication-Efficient Algorithm for Federated Learning | | | |
| Video | | | |
| FetchSGD: Communication-Efficient Federated Learning with Sketching | | | |
| Video | | | |
| SCAFFOLD: Stochastic Controlled Averaging for Federated Learning | | | |
| Video | | | |
| Federated Learning with
Only Positive Labels | | | |
| Video | | | |
| From Local SGD to Local Fixed-Point Methods for Federated Learning | | | |
| Slide | | | |
| Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization | | | |
| Slide | | | |
| ICML 2019 | | | |
| Bayesian Nonparametric Federated Learning of Neural Networks | | | |
| Code | 140 | over 6 years ago | |
| Analyzing Federated Learning through an Adversarial Lens | | | |
| Code | 146 | about 3 years ago | |
| Agnostic Federated Learning | | | |
Awesome Federated Machine Learning / Top Machine Learning Conferences / ICLR |
| ICLR 2023 | | | |
| MocoSFL: enabling cross-client collaborative self-supervised learning | | | |
| Code | 52 | over 2 years ago | |
| Personalized Federated Learning with Feature Alignment and Classifier Collaboration | | | |
| Single-shot General Hyper-parameter Optimization for Federated Learning | | | |
| Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning | | | |
| FedExP: Speeding Up Federated Averaging via Extrapolation | | | |
| code | 9 | over 2 years ago | |
| Turning the Curse of Heterogeneity in Federated Learning into a Blessing for Out-of-Distribution Detection | | | |
| code | 18 | over 2 years ago | |
| DASHA: Distributed Nonconvex Optimization with Communication Compression and Optimal Oracle Complexity | | | |
| code | 0 | almost 3 years ago | |
| Federated Neural Bandits | | | |
| code | 4 | over 2 years ago | |
| Machine Unlearning of Federated Clusters | | | |
| code | 19 | about 2 years ago | |
| FedFA: Federated Feature Augmentation | | | |
| code | 57 | over 2 years ago | |
| Federated Learning as Variational Inference: A Scalable Expectation Propagation Approach | | | |
| code | 10 | almost 3 years ago | |
| Better Generative Replay for Continual Federated Learning | | | |
| code | 27 | over 2 years ago | |
| Federated Learning from Small Datasets | | | |
| code | 8 | almost 2 years ago | |
| Federated Nearest Neighbor Machine Translation | | | |
| code | | | |
| Test-Time Robust Personalization for Federated Learning | | | |
| code | 53 | about 2 years ago | |
| DepthFL : Depthwise Federated Learning for Heterogeneous Clients | | | |
| Towards Addressing Label Skews in One-Shot Federated Learning | | | |
| code | 17 | about 2 years ago | |
| Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning | | | |
| code | 64 | over 2 years ago | |
| Bias Propagation in Federated Learning | | | |
| code | 11 | over 2 years ago | |
| Panning for Gold in Federated Learning: Targeted Text Extraction under Arbitrarily Large-Scale Aggregation | | | |
| SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model Communication | | | |
| code | 10 | over 2 years ago | |
| Private Federated Learning Without a Trusted Server: Optimal Algorithms for Convex Losses | | | |
| Effective passive membership inference attacks in federated learning against overparameterized models | | | |
| FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy | | | |
| FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification | | | |
| code | 11 | over 3 years ago | |
| Multimodal Federated Learning via Contrastive Representation Ensemble | | | |
| Faster federated optimization under second-order similarity | | | |
| Share Your Representation Only: Guaranteed Improvement of the Privacy-Utility Tradeoff in Federated Learning | | | |
| code | 13 | over 2 years ago | |
| The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation | | | |
| PerFedMask: Personalized Federated Learning with Optimized Masking Vectors | | | |
| code | 15 | over 2 years ago | |
| FedDAR: Federated Domain-Aware Representation Learning | | | |
| code | 2 | over 2 years ago | |
| EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data | | | |
| code | 2 | over 2 years ago | |
| FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning | | | |
| code | 48 | 11 months ago | |
| Generalization Bounds for Federated Learning: Fast Rates, Unparticipating Clients and Unbounded Losses | | | |
| Combating Exacerbated Heterogeneity for Robust Models in Federated Learning | | | |
| code | 28 | over 2 years ago | |
| Efficient Federated Domain Translation | | | |
| On the Importance and Applicability of Pre-Training for Federated Learning | | | |
| code | 4 | over 2 years ago | |
| A Statistical Framework for Personalized Federated Learning and Estimation: Theory, Algorithms, and Privacy | | | |
| Instance-wise Batch Label Restoration via Gradients in Federated Learning | | | |
| code | 5 | over 2 years ago | |
| Decepticons: Corrupted Transformers Breach Privacy in Federated Learning for Language Models | | | |
| Meta Knowledge Condensation for Federated Learning | | | |
| Data-Free One-Shot Federated Learning Under Very High Statistical Heterogeneity | | | |
| CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning | | | |
| code | 10 | over 2 years ago | |
| Sparse Random Networks for Communication-Efficient Federated Learning | | | |
| code | 29 | over 2 years ago | |
| Hyperparameter Optimization through Neural Network Partitioning | | | |
| Does Learning from Decentralized Non-IID Unlabeled Data Benefit from Self Supervision? | | | |
| code | | | |
| Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top | | | |
| ICLR 2022 | | | |
| Bayesian Framework for Gradient Leakage | | | |
| Code | 11 | over 3 years ago | |
| Federated Learning from only unlabeled data with class-conditional-sharing clients | | | |
| Code | 33 | over 2 years ago | |
| FedChain: Chained Algorithms for Near-Optimal Communication Cost in Federated Learning | | | |
| Acceleration of Federated Learning with Alleviated Forgetting in Local Training | | | |
| Code | 26 | almost 2 years ago | |
| FedPara: Low-rank Hadamard Product for Communication-Efficient Federated Learning | | | |
| Code | 9 | over 2 years ago | |
| An Agnostic Approach to Federated Learning with Class Imbalance | | | |
| Code | 40 | about 2 years ago | |
| Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization | | | |
| code | 40 | over 2 years ago | |
| Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models | | | |
| code (Minimum) | 23 | almost 4 years ago | |
| ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity | | | |
| Diverse Client Selection for Federated Learning via Submodular Maximization | | | |
| code | 29 | over 3 years ago | |
| Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank? | | | |
| code | 14 | over 3 years ago | |
| Diurnal or Nocturnal? Federated Learning of Multi-branch Networks from Periodically Shifting Distributions | | | |
| code | 695 | over 1 year ago | |
| Towards Model Agnostic Federated Learning Using Knowledge Distillation | | | |
| Divergence-aware Federated Self-Supervised Learning | | | |
| What Do We Mean by Generalization in Federated Learning? | | | |
| code | 695 | over 1 year ago | |
| FedBABU: Toward Enhanced Representation for Federated Image Classification | | | |
| code | 50 | over 3 years ago | |
| Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing | | | |
| code | | | |
| Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters | | | |
| code | 631 | almost 2 years ago | |
| Hybrid Local SGD for Federated Learning with Heterogeneous Communications | | | |
| On Bridging Generic and Personalized Federated Learning for Image Classification | | | |
| code | 14 | almost 4 years ago | |
| Minibatch vs Local SGD with Shuffling: Tight Convergence Bounds and Beyond | | | |
| ICLR 2021 | | | |
| Federated Learning Based on Dynamic Regularization | | | |
| Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning | | | |
| HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients | | | |
| code | 155 | over 2 years ago | |
| FedMix: Approximation of Mixup under Mean Augmented Federated Learning | | | |
| Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms | | | |
| code | 50 | over 2 years ago | |
| Adaptive Federated Optimization | | | |
| code | 695 | over 1 year ago | |
| Personalized Federated Learning with First Order Model Optimization | | | |
| FedBN: Federated Learning on Non-IID Features via Local Batch Normalization | | | |
| code | 231 | over 2 years ago | |
| FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning | | | |
| Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning | | | |
| code | 80 | over 3 years ago | |
| ICLR 2020 | | | |
| Federated Adversarial Domain Adaptation | | | |
| DBA: Distributed Backdoor Attacks against Federated Learning | | | |
| Code | 179 | about 4 years ago | |
| Fair Resource Allocation in Federated Learning | | | |
| Code | 244 | almost 2 years ago | |
| Federated Learning with Matched Averaging | | | |
| Code | 334 | almost 4 years ago | |
| Differentially Private Meta-Learning | | | |
| Generative Models for Effective ML on Private, Decentralized Datasets | | | |
| Code | 944 | about 1 year ago | |
| On the Convergence of FedAvg on Non-IID Data | | | |
| Code | 255 | almost 3 years ago | |
Awesome Federated Machine Learning / Top Machine Learning Conferences / NeurIPS |
| NeurIPS 2023 | | | |
| SimFBO: Towards Simple, Flexible and Communication-efficient Federated Bilevel Learning | | | |
| Multiply Robust Federated Estimation of Targeted Average Treatment Effects | | | |
| Incentivized Communication for Federated Bandits | | | |
| Zeroth-Order Methods for Nondifferentiable, Nonconvex, and Hierarchical Federated Optimization | | | |
| Private Federated Frequency Estimation: Adapting to the Hardness of the Instance | | | |
| Handling Data Heterogeneity via Architectural Design for Federated Visual Recognition | | | |
| code | 10 | about 2 years ago | |
| Convergence Analysis of Sequential Federated Learning on Heterogeneous Data | | | |
| code | 4 | almost 2 years ago | |
| Incentives in Federated Learning: Equilibria, Dynamics, and Mechanisms for Welfare Maximization | | | |
| code | 4 | almost 2 years ago | |
| Federated Linear Bandits with Finite Adversarial Actions | | | |
| EvoFed: Leveraging Evolutionary Strategies for Communication-Efficient Federated Learning | | | |
| IBA: Towards Irreversible Backdoor Attacks in Federated Learning | | | |
| code | 31 | about 2 years ago | |
| Is Heterogeneity Notorious? Taming Heterogeneity to Handle Test-Time Shift in Federated Learning | | | |
| A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks | | | |
| code | 15 | over 1 year ago | |
| Navigating Data Heterogeneity in Federated Learning: A Semi-Supervised Federated Object Detection | | | |
| Fine-Grained Theoretical Analysis of Federated Zeroth-Order Optimization | | | |
| Guiding The Last Layer in Federated Learning with Pre-Trained Models | | | |
| code | 7 | over 1 year ago | |
| FedNAR: Federated Optimization with Normalized Annealing Regularization | | | |
| code | 6 | over 2 years ago | |
| One-Pass Distribution Sketch for Measuring Data Heterogeneity in Federated Learning | | | |
| code | 7 | over 1 year ago | |
| Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training | | | |
| code | 18 | almost 2 years ago | |
| FedGame: A Game-Theoretic Defense against Backdoor Attacks in Federated Learning | | | |
| code | 6 | about 1 year ago | |
| Towards Personalized Federated Learning via Heterogeneous Model Reassembly | | | |
| code | 7 | about 2 years ago | |
| Every Parameter Matters: Ensuring the Convergence of Federated Learning with Dynamic Heterogeneous Models Reduction | | | |
| DFRD: Data-Free Robustness Distillation for Heterogeneous Federated Learning | | | |
| code | | | |
| A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning | | | |
| code | 12 | over 1 year ago | |
| RECESS Vaccine for Federated Learning: Proactive Defense Against Model Poisoning Attacks | | | |
| Federated Learning with Bilateral Curation for Partially Class-Disjoint Data | | | |
| code | 11 | over 1 year ago | |
| Federated Learning with Client Subsampling, Data Heterogeneity, and Unbounded Smoothness: A New Algorithm and Lower Bounds | | | |
| code | 0 | about 2 years ago | |
| FedL2P: Federated Learning to Personalize | | | |
| code | 19 | over 1 year ago | |
| Adaptive Test-Time Personalization for Federated Learning | | | |
| code | 16 | almost 2 years ago | |
| Federated Conditional Stochastic Optimization | | | |
| Federated Spectral Clustering via Secure Similarity Reconstruction | | | |
| Mobilizing Personalized Federated Learning in Infrastructure-Less and Heterogeneous Environments via Random Walk Stochastic ADMM | | | |
| FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks | | | |
| code | 59 | 11 months ago | |
| FLuID: Mitigating Stragglers in Federated Learning using Invariant Dropout | | | |
| code | 5 | about 2 years ago | |
| Flow: Per-instance Personalized Federated Learning | | | |
| code | 9 | about 2 years ago | |
| A3FL: Adversarially Adaptive Backdoor Attacks to Federated Learning | | | |
| code | 23 | about 2 years ago | |
| Federated Compositional Deep AUC Maximization | | | |
| DELTA: Diverse Client Sampling for Fasting Federated Learning | | | |
| code | 5 | over 1 year ago | |
| Understanding How Consistency Works in Federated Learning via Stage-wise Relaxed Initialization | | | |
| code | 5 | over 1 year ago | |
| StableFDG: Style and Attention Based Learning for Federated Domain Generalization | | | |
| Communication-Efficient Federated Bilevel Optimization with Global and Local Lower Level Problems | | | |
| Resolving the Tug-of-War: A Separation of Communication and Learning in Federated Learning | | | |
| Solving a Class of Non-Convex Minimax Optimization in Federated Learning | | | |
| code | 1 | about 2 years ago | |
| Fed-CO$_{2}$: Cooperation of Online and Offline Models for Severe Data Heterogeneity in Federated Learning | | | |
| code | 6 | over 2 years ago | |
| Dynamic Personalized Federated Learning with Adaptive Differential Privacy | | | |
| code | 57 | about 1 year ago | |
| Fed-GraB: Federated Long-tailed Learning with Self-Adjusting Gradient Balancer | | | |
| code | 14 | over 1 year ago | |
| Structured Federated Learning through Clustered Additive Modeling | | | |
| Federated Learning with Manifold Regularization and Normalized Update Reaggregation | | | |
| Eliminating Domain Bias for Federated Learning in Representation Space | | | |
| code | 22 | 11 months ago | |
| Spectral Co-Distillation for Personalized Federated Learning | | | |
| code | 22 | 11 months ago | |
| PRIOR: Personalized Prior for Reactivating the Information Overlooked in Federated Learning | | | |
| code | 9 | about 2 years ago | |
| FedFed: Feature Distillation against Data Heterogeneity in Federated Learning | | | |
| code | 17 | about 2 years ago | |
| Fed-FA: Theoretically Modeling Client Data Divergence for Federated Language Backdoor Defense | | | |
| code | 17 | about 2 years ago | |
| Fed-FA: Theoretically Modeling Client Data Divergence for Federated Language Backdoor Defense | | | |
| code | 17 | about 2 years ago | |
| SPACE: Single-round Participant Amalgamation for Contribution Evaluation in Federated Learning | | | |
| code | 7 | over 2 years ago | |
| Improved Communication Efficiency in Federated Natural Policy Gradient via ADMM-based Gradient Updates | | | |
| NeurIPS 2022 | | | |
| Federated Learning from Pre-Trained Models: A Contrastive Learning Approach | | | |
| CalFAT: Calibrated Federated Adversarial Training with Label Skewness | | | |
| DENSE: Data-Free One-Shot Federated Learning | | | |
| Federated Submodel Optimization for Hot and Cold Data Features | | | |
| code | 7 | over 2 years ago | |
| SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression | | | |
| code | 7 | about 3 years ago | |
| Factorized-FL: Personalized Federated Learning with Parameter Factorization & Similarity Matching | | | |
| FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction | | | |
| code | 61 | about 1 year ago | |
| A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear Bandits | | | |
| code | 2 | about 3 years ago | |
| Byzantine-tolerant federated Gaussian process regression for streaming data | | | |
| Preservation of the Global Knowledge by Not-True Distillation in Federated Learning | | | |
| TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels | | | |
| code | 4 | almost 3 years ago | |
| A Unified Analysis of Federated Learning with Arbitrary Client Participation | | | |
| code | 4 | over 2 years ago | |
| SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training | | | |
| code | 36 | over 2 years ago | |
| A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning | | | |
| Resource-Adaptive Federated Learning with All-In-One Neural Composition | | | |
| Fairness in Federated Learning via Core-Stability | | | |
| code | | | |
| FedSR: A Simple and Effective Domain Generalization Method for Federated Learning | | | |
| code | 26 | over 2 years ago | |
| On Sample Optimality in Personalized Collaborative and Federated Learning | | | |
| Global Convergence of Federated Learning for Mixed Regression | | | |
| DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing | | | |
| SAGDA: Achieving Communication Complexity in Federated Min-Max Learning | | | |
| SAGDA: Achieving Communication Complexity in Federated Min-Max Learning | | | |
| FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning | | | |
| code | 7 | about 3 years ago | |
| FedPop: A Bayesian Approach for Personalised Federated Learning | | | |
| code | | | |
| Self-Aware Personalized Federated Learning | | | |
| Recovering Private Text in Federated Learning of Language Models | | | |
| code | 57 | over 2 years ago | |
| Communication Efficient Federated Learning for Generalized Linear Bandits | | | |
| code | | | |
| A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning | | | |
| code | 25 | over 2 years ago | |
| On Privacy and Personalization in Cross-Silo Federated Learning | | | |
| code | 25 | over 2 years ago | |
| Personalized Online Federated Learning with Multiple Kernels | | | |
| code | 0 | about 3 years ago | |
| Communication Acceleration of Local Gradient Methods via an Accelerated Primal-Dual Algorithm with an Inexact Prox | | | |
| Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework | | | |
| code | 15 | almost 3 years ago | |
| Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering | | | |
| code | 9 | about 3 years ago | |
| An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects | | | |
| code | 1 | over 1 year ago | |
| LAMP: Extracting Text from Gradients with Language Model Priors | | | |
| code | 23 | over 2 years ago | |
| SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning | | | |
| VF-PS: How to Select Important Participants in Vertical Federated Learning, Efficiently and Securely? | | | |
| Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning | | | |
| Variance Reduced ProxSkip: Algorithm, Theory and Application to Federated Learning | | | |
| Taming Fat-Tailed (“Heavier-Tailed” with Potentially Infinite Variance) Noise in Federated Learning | | | |
| FedAvg with Fine Tuning: Local Updates Lead to Representation Learning | | | |
| Personalized Federated Learning towards Communication Efficiency, Robustness and Fairness | | | |
| code | 15 | over 1 year ago | |
| On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond | | | |
| Improved Differential Privacy for SGD via Optimal Private Linear Operators on Adaptive Streams | | | |
| Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks | | | |
| Asymptotic Behaviors of Projected Stochastic Approximation: A Jump Diffusion Perspective | | | |
| Subspace Recovery from Heterogeneous Data with Non-isotropic Noise | | | |
| EF-BV: A Unified Theory of Error Feedback and Variance Reduction Mechanisms for Biased and Unbiased Compression in Distributed Optimization | | | |
| On-Demand Sampling: Learning Optimally from Multiple Distributions | | | |
| code | 8 | about 3 years ago | |
| Improved Utility Analysis of Private CountSketch | | | |
| code | 4 | about 3 years ago | |
| Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning | | | |
| code | 0 | over 1 year ago | |
| Decentralized Local Stochastic Extra-Gradient for Variational Inequalities | | | |
| code | 0 | over 1 year ago | |
| BEER: Fast Rate for Decentralized Nonconvex Optimization with Communication Compression | | | |
| code | 8 | almost 3 years ago | |
| Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning | | | |
| Near-Optimal Collaborative Learning in Bandits | | | |
| code | 1 | about 3 years ago | |
| Distributed Methods with Compressed Communication for Solving Variational Inequalities, with Theoretical Guarantees | | | |
| Towards Optimal Communication Complexity in Distributed Non-Convex Optimization | | | |
| code | | | |
| NeurIPS 2021 | | | |
| Sageflow: Robust Federated Learning against Both Stragglers and Adversaries | | | |
| HomePage | | | |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | | | |
| code | 21 | about 4 years ago | |
| Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee | | | |
| code | 85 | about 2 years ago | |
| Optimality and Stability in Federated Learning: A Game-theoretic Approach | | | |
| code | 18 | about 4 years ago | |
| QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning | | | |
| HomePage | | | |
| The Skellam Mechanism for Differentially Private Federated Learning | | | |
| HomePage | | | |
| No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data | | | |
| HomePage | | | |
| STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning | | | |
| HomePage | | | |
| Subgraph Federated Learning with Missing Neighbor Generation | | | |
| HomePage | | | |
| Evaluating Gradient Inversion Attacks and Defenses in Federated Learning | | | |
| Code | 276 | over 2 years ago | |
| Personalized Federated Learning With Gaussian Processes | | | |
| code | 32 | over 3 years ago | |
| Differentially Private Federated Bayesian Optimization with Distributed Exploration | | | |
| code | 3 | about 4 years ago | |
| Parameterized Knowledge Transfer for Personalized Federated Learning | | | |
| HomePage | | | |
| Federated Reconstruction: Partially Local Federated Learning | | | |
| HomePage | | | |
| Fast Federated Learning in the Presence of Arbitrary Device Unavailability | | | |
| code | 9 | about 4 years ago | |
| FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective | | | |
| code | 37 | about 4 years ago | |
| FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout | | | |
| HomePage | | | |
| Linear Convergence in Federated Learning: Tackling Client Heterogeneity and Sparse Gradients | | | |
| HomePage | | | |
| Federated Multi-Task Learning under a Mixture of Distributions | | | |
| code | 157 | almost 3 years ago | |
| Federated Graph Classification over Non-IID Graphs | | | |
| HomePage | | | |
| Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing | | | |
| code | 12 | over 4 years ago | |
| On Large-Cohort Training for Federated Learning | | | |
| code | 695 | over 1 year ago | |
| DeepReduce: A Sparse-tensor Communication Framework for Federated Deep Learning | | | |
| code | 13 | about 4 years ago | |
| PartialFed: Cross-Domain Personalized Federated Learning via Partial Initialization | | | |
| HomePage | | | |
| Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis | | | |
| HomePage | | | |
| Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning | | | |
| code | 20 | over 3 years ago | |
| Federated Linear Contextual Bandits | | | |
| HomePage | | | |
| Few-Round Learning for Federated Learning | | | |
| HomePage | | | |
| Breaking the centralized barrier for cross-device federated learning | | | |
| code | | | |
| Federated-EM with heterogeneity mitigation and variance reduction | | | |
| HomePage | | | |
| Delayed Gradient Averaging: Tolerate the Communication Latency for Federated Learning | | | |
| HomePage | | | |
| FedDR – Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization | | | |
| code | 8 | over 3 years ago | |
| Gradient Inversion with Generative Image Prior | | | |
| code | 39 | almost 4 years ago | |
| NeurIPS 2020 | | | |
| Differentially-Private Federated Linear Bandits | | | |
| code | 5 | about 5 years ago | |
| Federated Principal Component Analysis | | | |
| code | 39 | about 4 years ago | |
| FedSplit: an algorithmic framework for fast federated optimization | | | |
| Federated Bayesian Optimization via Thompson Sampling | | | |
| Lower Bounds and Optimal Algorithms for Personalized Federated Learning | | | |
| Robust Federated
Learning: The Case of Affine Distribution Shifts | | | |
| An Efficient Framework for Clustered Federated Learning | | | |
| Code | 106 | about 5 years ago | |
| Distributionally Robust
Federated Averaging | | | |
| Code | 188 | over 1 year ago | |
| Personalized
Federated Learning with Moreau Envelopes | | | |
| code | 291 | over 3 years ago | |
| Personalized Federated
Learning with Theoretical Guarantees: A Model-Agnostic Meta-Learning Approach | | | |
| Group Knowledge
Transfer: Federated Learning of Large CNNs at the Edge | | | |
| code | 4,205 | 11 months ago | |
| Tackling the Objective
Inconsistency Problem in Heterogeneous Federated Optimization | | | |
| Attack of the Tails:
Yes, You Really Can Backdoor Federated Learning | | | |
| Federated Accelerated
Stochastic Gradient Descent | | | |
| code | 14 | over 4 years ago | |
| Inverting Gradients -
How easy is it to break privacy in federated learning? | | | |
| code | 276 | over 2 years ago | |
| Ensemble Distillation for Robust Model Fusion in Federated Learning | | | |
| Throughput-Optimal Topology Design for Cross-Silo Federated Learning | | | |
| code | 30 | about 3 years ago | |
| NeurIPS 2018 | | | |
| cpSGD: Communication-efficient and differentially-private distributed SGD | | | |
| NeurIPS 2017 | | | |
| Federated Multi-Task Learning | | | |
| code | 130 | almost 7 years ago | |
Awesome Federated Machine Learning / Top Computer Vision Conferences / CVPR |
| CVPR 2023 | | | |
| STDLens: Model Hijacking-Resilient Federated Learning for Object Detection | | | |
| code | 7 | over 2 years ago | |
| On the Effectiveness of Partial Variance Reduction in Federated Learning With Heterogeneous Data | | | |
| code | 6 | over 2 years ago | |
| GradMA: A Gradient-Memory-Based Accelerated Federated Learning With Alleviated Catastrophic Forgetting | | | |
| code | 13 | over 2 years ago | |
| Confidence-Aware Personalized Federated Learning via Variational Expectation Maximization | | | |
| code | 16 | almost 2 years ago | |
| Elastic Aggregation for Federated Optimization | | | |
| Federated Learning With Data-Agnostic Distribution Fusion | | | |
| code | 8 | over 2 years ago | |
| How To Prevent the Poor Performance Clients for Personalized Federated Learning? | | | |
| FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning | | | |
| DaFKD: Domain-Aware Federated Knowledge Distillation | | | |
| code | 27 | over 2 years ago | |
| Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity | | | |
| ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients | | | |
| code | 30 | over 2 years ago | |
| The Resource Problem of Using Linear Layer Leakage Attack in Federated Learning | | | |
| Re-Thinking Federated Active Learning Based on Inter-Class Diversity | | | |
| code | 31 | over 2 years ago | |
| Rethinking Federated Learning With Domain Shift: A Prototype View | | | |
| code | 93 | over 2 years ago | |
| Reliable and Interpretable Personalized Federated Learning | | | |
| Make Landscape Flatter in Differentially Private Federated Learning | | | |
| code | 42 | about 2 years ago | |
| Federated Incremental Semantic Segmentation | | | |
| code | 34 | about 2 years ago | |
| Federated Domain Generalization with Generalization Adjustment | | | |
| code | 43 | over 2 years ago | |
| FedSeg: Class-Heterogeneous Federated Learning for Semantic Segmentation | | | |
| Bias-Eliminating Augmentation Learning for Debiased Federated Learning | | | |
| Class Balanced Adaptive Pseudo Labeling for Federated Semi-Supervised Learning | | | |
| code | 7 | about 2 years ago | |
| Learning Federated Visual Prompt in Null Space for MRI Reconstruction | | | |
| code | 45 | over 2 years ago | |
| Fair Federated Medical Image Segmentation via Client Contribution Estimation | | | |
| HomePage | | | |
| Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack | | | |
| code | 4 | over 2 years ago | |
| CVPR 2022 | | | |
| FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction | | | |
| code | 81 | over 3 years ago | |
| Federated Class-Incremental Learning | | | |
| code | 102 | about 2 years ago | |
| Fine-tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning | | | |
| Differentially Private Federated Learning with Local Regularization and Sparsification | | | |
| Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage | | | |
| code | 58 | about 3 years ago | |
| FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning | | | |
| Learn from Others and Be Yourself in Heterogeneous Federated Learning | | | |
| code | 97 | about 2 years ago | |
| ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning | | | |
| code | 19 | over 3 years ago | |
| Robust Federated Learning with Noisy and Heterogeneous Clients | | | |
| code | 43 | over 2 years ago | |
| Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning | | | |
| video | | | |
| CD2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning | | | |
| FedCorr: Multi-Stage Federated Learning for Label Noise Correction | | | |
| video | | | |
| ATPFL: Automatic Trajectory Prediction Model Design under Federated Learning Framework | | | |
| Federated Learning with Position-Aware Neurons | | | |
| RSCFed: Random Sampling Consensus Federated Semi-supervised Learning | | | |
| code | 47 | over 3 years ago | |
| Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation | | | |
| code | 658 | 11 months ago | |
| Layer-wised Model Aggregation for Personalized Federated Learning | | | |
| Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning | | | |
| code | 55 | about 3 years ago | |
| CVPR 2021 | | | |
| Multi-Institutional Collaborations for Improving Deep Learning-Based Magnetic Resonance Image Reconstruction Using Federated Learning | | | |
| code | 46 | over 3 years ago | |
| Model-Contrastive Federated Learning | | | |
| code | 267 | over 3 years ago | |
| FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space | | | |
| code | 246 | over 4 years ago | |
| Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective | | | |
| code | 55 | over 2 years ago | |
Awesome Federated Machine Learning / Top Computer Vision Conferences / ECCV |
| Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation | | | |
| code | 15 | over 2 years ago | |
| Personalizing Federated Medical Image
Segmentation via Local Calibration | | | |
| code | 46 | over 2 years ago | |
| SphereFed: Hyperspherical Federated Learning | | | |
| FedX: Unsupervised Federated Learning
with Cross Knowledge Distillation | | | |
| code | 69 | about 3 years ago | |
| FedVLN: Privacy-preserving Federated
Vision-and-Language Navigation | | | |
| code | 13 | about 3 years ago | |
| Addressing Heterogeneity in Federated Learning
via Distributional Transformation | | | |
| code | 5 | over 3 years ago | |
| FedLTN: Federated Learning for Sparse and Personalized Lottery Ticket Networks | | | |
| Improving Generalization in Federated Learning
by Seeking Flat Minima | | | |
| code | 82 | almost 3 years ago | |
| Federated Self-supervised Learning for Video Understanding | | | |
| code | 24 | almost 2 years ago | |
| AdaBest: Minimizing Client Drift in Federated Learning via Adaptive Bias Estimation | | | |
| Federated Visual Classification with Real-World Data Distribution | | | |
| Video | | | |
Awesome Federated Machine Learning / Top Computer Vision Conferences / ICCV |
| Federated Learning for Non-IID Data via Unified Feature Learning and Optimization Objective Alignment | | | |
| Ensemble Attention Distillation for Privacy-Preserving Federated Learning | | | |
| Collaborative Unsupervised Visual Representation Learning from Decentralized Data | | | |
Awesome Federated Machine Learning / Top Artificial Intelligence and Data Mining Conferences / AAAI |
| AAAI 2023 | | | |
| Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation | | | |
| Untargeted Attack against Federated Recommendation Systems via Poisonous Item Embeddings and the Defense | | | |
| code | 21 | almost 3 years ago | |
| Incentive-Boosted Federated Crowdsourcing | | | |
| code | | | |
| Tackling Data Heterogeneity in Federated Learning with Class Prototypes | | | |
| code | 38 | over 2 years ago | |
| FairFed: Enabling Group Fairness in Federated Learning | | | |
| Federated Robustness Propagation: Sharing Adversarial Robustness in Heterogeneous Federated Learning | | | |
| code | 26 | over 2 years ago | |
| Complement Sparsification: Low-Overhead Model Pruning for Federated Learning | | | |
| Almost Cost-Free Communication in Federated Best Arm Identification | | | |
| Layer-Wise Adaptive Model Aggregation for Scalable Federated Learning | | | |
| Poisoning with Cerberus: Stealthy and Colluded Backdoor Attack against Federated Learning | | | |
| FedMDFG: Federated Learning with Multi-Gradient Descent and Fair Guidance | | | |
| Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning | | | |
| Federated Learning on Non-IID Graphs via Structural Knowledge Sharing | | | |
| code | 60 | almost 3 years ago | |
| Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles between Client Data Subspaces | | | |
| code | 37 | about 2 years ago | |
| FedABC: Targeting Fair Competition in Personalized Federated Learning | | | |
| Beyond ADMM: A Unified Client-Variance-Reduced Adaptive Federated Learning Framework | | | |
| FedGS: Federated Graph-Based Sampling with Arbitrary Client Availability | | | |
| code | 16 | almost 3 years ago | |
| Faster Adaptive Federated Learning | | | |
| FedNP: Towards Non-IID Federated Learning via Federated Neural Propagation | | | |
| code | 6 | over 2 years ago | |
| Bayesian Federated Neural Matching That Completes Full Information | | | |
| code | 0 | almost 3 years ago | |
| CDMA: A Practical Cross-Device Federated Learning Algorithm for General Minimax Problems | | | |
| code | 2 | almost 3 years ago | |
| Federated Generative Model on Multi-Source Heterogeneous Data in IoT | | | |
| DeFL: Defending against Model Poisoning Attacks in Federated Learning via Critical Learning Periods Awareness | | | |
| FedALA: Adaptive Local Aggregation for Personalized Federated Learning | | | |
| code | 116 | 12 months ago | |
| Delving into the Adversarial Robustness of Federated Learning | | | |
| On the Vulnerability of Backdoor Defenses for Federated Learning | | | |
| Echo of Neighbors: Privacy Amplification for Personalized Private Federated Learning with Shuffle Model | | | |
| DPAUC: Differentially Private AUC Computation in Federated Learning | | | |
| code | 891 | over 1 year ago | |
| AAAI 2022 | | | |
| HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images | | | |
| code | 86 | over 3 years ago | |
| Cross-Modal Federated Human Activity Recognition via Modality-Agnostic and Modality-Specific Representation Learning | | | |
| FedInv: Byzantine-Robust Federated Learning by Inversing Local Model Updates | | | |
| Learning Advanced Client Selection Strategy for Federated Learning | | | |
| Federated Learning for Face Recognition with Gradient Correction | | | |
| SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data | | | |
| code | 44 | about 3 years ago | |
| SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures | | | |
| Is Your Data Relevant?: Dynamic Selection of Relevant Data for Federated Learning | | | |
| Seizing Critical Learning Periods in Federated Learning | | | |
| Coordinating Momenta for Cross-silo Federated Learning | | | |
| FedProto: Federated Prototype Learning over Heterogeneous Devices | | | |
| code | 134 | over 3 years ago | |
| FedSoft: Soft Clustered Federated Learning with Proximal Local Updating | | | |
| Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better | | | |
| code | 29 | over 3 years ago | |
| FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition | | | |
| code | 14 | about 3 years ago | |
| SplitFed: When Federated Learning Meets Split Learning | | | |
| code | 134 | about 4 years ago | |
| Efficient Device Scheduling with Multi-Job Federated Learning | | | |
| Implicit Gradient Alignment in Distributed and Federated Learning | | | |
| Federated Nearest Neighbor Classification with a Colony of Fruit-Flies | | | |
| code | 3 | over 3 years ago | |
| AAAI 2021 | | | |
| Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating | | | |
| video | | | |
| FedRec++: Lossless Federated Recommendation with Explicit Feedback | | | |
| video | | | |
| Federated Multi-Armed Bandits | | | |
| code | 9 | almost 5 years ago | |
| On the Convergence of Communication-Efficient Local SGD for Federated Learning | | | |
| video | | | |
| FLAME: Differentially Private Federated Learning in the Shuffle Model | | | |
| video | | | |
| Toward Understanding the Influence of Individual Clients in Federated Learning | | | |
| video | | | |
| Provably Secure Federated Learning against Malicious Clients | | | |
| video | | | |
| Personalized Cross-Silo Federated Learning on Non-IID Data | | | |
| video | | | |
| Model-Sharing Games: Analyzing Federated Learning under Voluntary Participation | | | |
| code | 18 | about 4 years ago | |
| Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning | | | |
| video | | | |
| Game of Gradients: Mitigating Irrelevant Clients in Federated Learning | | | |
| video | | | |
| Federated Block Coordinate Descent Scheme for Learning Global and Personalized Models | | | |
| video | | | |
| Adressing Class Imbalance in Federated Learning | | | |
| video | | | |
| Defending against Backdoors in Federated Learning with Robust Learning Rate | | | |
| video | | | |
| AAAI 2020 | | | |
| Practical Federated Gradient Boosting Decision Trees | | | |
| code | 19 | almost 5 years ago | |
| Federated Learning for Vision-and-Language Grounding Problems | | | |
| Federated Latent Dirichlet Allocation: A Local Differential Privacy Based Framework | | | |
| Federated Patient Hashing | | | |
| Robust Federated Learning via Collaborative Machine Teaching | | | |
Awesome Federated Machine Learning / Top Artificial Intelligence and Data Mining Conferences / AISTATS |
| AISTATS 2022 | | | |
| Federated Reinforcement Learning with Environment Heterogeneity | | | |
| code | 56 | over 3 years ago | |
| Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning | | | |
| Federated Learning with Buffered Asynchronous Aggregation | | | |
| video | | | |
| Federated Myopic Community Detection with One-shot Communication | | | |
| QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning | | | |
| video | | | |
| Asynchronous Upper Confidence Bound Algorithms for Federated Linear Bandits | | | |
| code | 1 | over 2 years ago | |
| SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification | | | |
| video | | | |
| Federated Functional Gradient Boosting | | | |
| code | 40 | about 2 years ago | |
| Towards Federated Bayesian Network Structure Learning with Continuous Optimization | | | |
| code | 10 | over 3 years ago | |
| Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective | | | |
| code | 4 | almost 4 years ago | |
| Differentially Private Federated Learning on Heterogeneous Data | | | |
| code | 59 | over 3 years ago | |
| Towards Understanding Biased Client Selection in Federated Learning | | | |
| code | | | |
| FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning | | | |
| code | | | |
| AISTATS 2021 | | | |
| Free-rider Attacks on Model Aggregation in Federated Learning | | | |
| video | | | |
| Federated f-differential privacy | | | |
| code | 7 | over 4 years ago | |
| Federated learning with compression: Unified analysis and sharp guarantees | | | |
| code | 188 | over 1 year ago | |
| Shuffled Model of Differential Privacy in Federated Learning | | | |
| video | | | |
| Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning | | | |
| video | | | |
| Federated Multi-armed Bandits with Personalization | | | |
| code | 6 | almost 4 years ago | |
| Towards Flexible Device Participation in Federated Learning | | | |
| video | | | |
| AISTATS 2020 | | | |
| FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization | | | |
| video | | | |
| How To Backdoor Federated Learning | | | |
| video | | | |
| Federated Heavy Hitters Discovery with Differential Privacy | | | |
| video | | | |
Awesome Federated Machine Learning / Top Artificial Intelligence and Data Mining Conferences / KDD |
| FedAPEN: Personalized Cross-silo Federated Learning with Adaptability to Statistical Heterogeneity | | | |
| code | 12 | almost 2 years ago | |
| DM-PFL: Hitchhiking Generic Federated Learning for Efficient Shift-Robust Personalization | | | |
| code | 3 | almost 2 years ago | |
| FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy | | | |
| code | 25 | 11 months ago | |
| Personalized Federated Learning with Parameter Propagation | | | |
| Navigating Alignment for Non-identical Client Class Sets: A Label Name-Anchored Federated Learning Framework | | | |
| code | 4 | over 1 year ago | |
| CriticalFL: A Critical Learning Periods Augmented Client Selection Framework for Efficient Federated Learning | | | |
| Federated Few-shot Learning | | | |
| code | 18 | about 2 years ago | |
| FedDefender: Client-Side Attack-Tolerant Federated Learning | | | |
| code | 10 | over 1 year ago | |
| Serverless Federated AUPRC Optimization for Multi-Party Collaborative Imbalanced Data Mining | | | |
| code | 0 | about 2 years ago | |
| Theoretical Convergence Guaranteed Resource-Adaptive Federated Learning with Mixed Heterogeneity | | | |
| code | 6 | about 2 years ago | |
| ShapleyFL: Robust Federated Learning Based on Shapley Value | | | |
| code | 19 | about 2 years ago | |
| FedPseudo: Privacy-Preserving Pseudo Value-Based Deep Learning Models for Federated Survival Analysis | | | |
| code | 0 | almost 2 years ago | |
| Privacy Matters: Vertical Federated Linear Contextual Bandits for Privacy Protected Recommendation | | | |
| code | 0 | almost 2 years ago | |
| FLAMES2Graph: An Interpretable Federated Multivariate Time Series Classification Framework | | | |
| FedMultimodal: A Benchmark for Multimodal Federated Learning | | | |
| code | 83 | about 2 years ago | |
| UA-FedRec: Untargeted Attack on Federated News Recommendation | | | |
| code | 19 | over 3 years ago | |
| PrivateRec: Differentially Private Model Training and Online Serving for Federated News Recommendation | | | |
| FS-REAL: Towards Real-World Cross-Device Federated Learning | | | |
| code | 1,335 | about 1 year ago | |
| Revisiting Personalized Federated Learning: Robustness Against Backdoor Attacks | | | |
| code | 1,335 | about 1 year ago | |
| Collaboration Equilibrium in Federated Learning | | | |
| code | 11 | over 3 years ago | |
| Connected Low-Loss Subspace Learning for a Personalization in Federated Learning | | | |
| code | 29 | over 1 year ago | |
| Communication-Efficient Robust Federated Learning with Noisy Labels | | | |
| FedMSplit: Correlation-Adaptive Federated Multi-Task Learning across Multimodal Split Networks | | | |
| Fed-LTD: Towards Cross-Platform Ride Hailing via Federated Learning to Dispatch | | | |
| No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices | | | |
| EasyFGL: Towards a Unified, Comprehensive and Efficient Platform for Federated Graph Learning | | | |
| code | 1,335 | about 1 year ago | |
| FedAttack: Effective and Covert Poisoning Attack on Federated Recommendation via Hard Sampling | | | |
| code | 11 | over 3 years ago | |
| KDD 2021 | | | |
| Fed2: Feature-Aligned Federated Learning | | | |
| FedRS: Federated Learning with Restricted Softmax for Label Distribution Non-IID Data | | | |
| code | 175 | over 2 years ago | |
| Federated Adversarial Debiasing for Fair and Trasnferable Representations | | | |
| HomePage | | | |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | | | |
| code | 65 | about 4 years ago | |
| AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization | | | |
| FLOP: Federated Learning on Medical Datasets using Partial Networks | | | |
| code | 8 | almost 4 years ago | |
| KDD 2020 | | | |
| FedFast: Going Beyond Average for Faster Training of Federated Recommender Systems | | | |
| video | | | |
| Federated Doubly Stochastic Kernel Learning for Vertically Partitioned Data | | | |
| video | | | |
Awesome Federated Machine Learning / Papers / 1. Model Aggregation |
| Communication-Efficient Learning of Deep Networks from Decentralized Data | | | |
| A bayesian federated learning framework with online laplace approximation | | | |
| code | 8 | over 4 years ago | |
| Bayesian Nonparametric Federated Learning of Neural Networks | | | |
| code | 140 | over 6 years ago | |
| Machine Learning with Adversaries: Byzantine Tolerant Gradient Descent | | | |
| Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates | | | |
| Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms | | | |
| The hidden vulnerability of distributed learning in byzantium | | | |
| Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance | | | |
| code | 14 | over 6 years ago | |
| Statistical Model Aggregation via Parameter Matching | | | |
| code | 6 | almost 6 years ago | |
| Fed+: A Unified Approach to Robust Personalized Federated Learning | | | |
| FEDERATED OPTIMIZATION IN HETEROGENEOUS NETWORKS | | | |
| code | 655 | over 2 years ago | |
| Separation of Powers in Federated Learning | | | |
| FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning | | | |
| Federated Learning with Matched Averaging | | | |
| Code | 334 | almost 4 years ago | |
| FedSim: Similarity Guided Model Aggregation for Federated Learning | | | |
| Code | 22 | over 3 years ago | |
| Model Fusion via Optimal Transport | | | |
| Code | 136 | almost 3 years ago | |
Awesome Federated Machine Learning / Papers / 2. Personalization |
| Federated Multi-Task Learning | | | |
| code | 130 | almost 7 years ago | |
| Decentralized Collaborative Learning of Personalized Models over Networks | | | |
| Variational Federated Multi-Task Learning | | | |
| Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs | | | |
| video | | | |
| Personalized Cross-Silo Federated Learning on Non-IID Data | | | |
| video | | | |
| Ditto: Fair and Robust Federated Learning Through Personalization | | | |
| code | 138 | over 3 years ago | |
| Federated Multi-Task Learning under a Mixture of Distributions | | | |
| code | 157 | almost 3 years ago | |
| Personalized Federated Learning: A Meta-Learning Approach | | | |
| Debiasing Model Updates for Improving Personalized Federated Training | | | |
| video | | | |
| Improving Federated Learning Personalization via Model Agnostic Meta Learning | | | |
| Adaptive Gradient-Based Meta-Learning Methods | | | |
| Federated Meta-Learning with Fast Convergence and Efficient Communication | | | |
| Federated Learning of a Mixture of Global and Local Models | | | |
| Federated User Representation Learning | | | |
| Adaptive Personalized Federated Learning | | | |
| Federated Learning with Personalization Layers | | | |
| Think Locally, Act Globally: Federated Learning with Local and Global Representations | | | |
| Exploiting Shared Representations for Personalized Federated Learning | | | |
| code | | | |
| Federated evaluation of on-device personalization | | | |
| Salvaging Federated Learning by Local Adaptation | | | |
| Private Federated Learning with Domain Adaptation | | | |
| QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning | | | |
| HomePage | | | |
| Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints | | | |
| Code | 160 | over 4 years ago | |
| An Efficient Framework for Clustered Federated Learning | | | |
| Code | 106 | about 5 years ago | |
| Robust Federated Learning in a Heterogeneous Environment | | | |
| Personalized Federated Learning with First Order Model Optimization | | | |
| Personalized Federated Learning using Hypernetworks | | | |
| code | 183 | over 2 years ago | |
Awesome Federated Machine Learning / Papers / 3. Recommender system |
| Secure federated matrix factorization | | | |
| Federated Multi-view Matrix Factorization for Personalized Recommendations | | | |
| video | | | |
| Decentralized Recommendation Based on Matrix Factorization: A Comparison of Gossip and Federated Learning | | | |
| Towards Privacy-preserving Mobile Applications with Federated Learning: The Case of Matrix Factorization | | | |
| Meta Matrix Factorization for Federated Rating Predictions | | | |
| code | 17 | over 3 years ago | |
| Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System | | | |
| FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation | | | |
| Federated Social Recommendation with Graph Neural Network | | | |
| Personalized Federated Recommendation via Joint Representation Learning, User Clustering, and Model Adaptation | | | |
| Federated Meta Embedding Concept Stock Recommendation | | | |
| Federated Learning-Based Cross-Enterprise Recommendation With Graph Neural Networks | | | |
Awesome Federated Machine Learning / Papers / 4. Security |
| How To Backdoor Federated Learning | | | |
| code | 277 | over 1 year ago | |
| Can You Really Backdoor Federated Learning? | | | |
| Attack of the Tails: Yes, You Really Can Backdoor Federated Learning | | | |
| code | 66 | over 3 years ago | |
| DBA: Distributed Backdoor Attacks against Federated Learning | | | |
| code | 179 | about 4 years ago | |
| Deep Leakage from Gradients | | | |
| HomePage | | | |
| Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix | | | |
| code | 14 | almost 2 years ago | |
| Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning | | | |
| video | | | |
| iDLG: Improved Deep Leakage from Gradients | | | |
| code | 145 | over 4 years ago | |
| See through Gradients: Image Batch Recovery via GradInversion | | | |
| Inverting Gradients - How easy is it to break Privacy in Federated Learning? | | | |
| code | 276 | over 2 years ago | |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | | | |
| code | 21 | about 4 years ago | |
| Evaluating Gradient Inversion Attacks and Defenses in Federated Learning | | | |
| R-GAP: RECURSIVE GRADIENT ATTACK ON PRIVACY | | | |
| Code | 34 | over 2 years ago | |
| Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage | | | |
| Code | 58 | about 3 years ago | |
| Analyzing Federated Learning through an Adversarial Lens | | | |
| Code | 146 | about 3 years ago | |
| Turning Privacy-preserving Mechanisms against Federated Learning | | | |
| Code | 8 | over 1 year ago | |
| Federated Learning With Differential Privacy: Algorithms and Performance Analysis | | | |
| Differentially Private Federated Learning: A Client Level Perspective | | | |
| code | 365 | over 1 year ago | |
| Learning Differentially Private Recurrent Language Models | | | |
| The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation | | | |
| video | | | |
| The Skellam Mechanism for Differentially Private Federated Learning | | | |
| HomePage | | | |
| Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption | | | |
| BatchCrypt: Efficient Homomorphic Encryption for Cross-Silo Federated Learning | | | |
| code | 80 | over 5 years ago | |
| PPFL: Privacy-preserving Federated Learning with Trusted Execution Environments | | | |
| Darknetz: towards model privacy at the edge using trusted execution environments. | | | |
| code | 86 | about 1 year ago | |
| A Little Is Enough: Circumventing Defenses For Distributed Learning | | | |
| CRFL: Certifiably Robust Federated Learning against Backdoor Attacks | | | |
| code | 71 | about 4 years ago | |
| Evaluating Gradient Inversion Attacks and Defenses in Federated Learning | | | |
| Code | 276 | over 2 years ago | |
Awesome Federated Machine Learning / Papers / 5. Survey |
| Federated Learning with Privacy-preserving and Model IP-right-protection | | | |
| Federated machine learning: Concept and applications | | | |
| A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection | | | |
| Federated Learning in Mobile Edge Networks: A Comprehensive Survey | | | |
| Advances and Open Problems in Federated Learning | | | |
| Federated Learning: Challenges, Methods, and Future Directions | | | |
| The Internet of Federated Things (IoFT) | | | |
| Vertical Federated Learning: Challenges, Methodologies and Experiments | | | |
| Vertical Federated Learning | | | |
| A survey on security and privacy of federated learning | | | |
| Threats to Federated Learning: A Survey | | | |
| Vulnerabilities in Federated Learning | | | |
| Survey of Personalization Techniques for Federated Learning | | | |
| Towards Personalized Federated Learning | | | |
| Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning | | | |
| A Comprehensive Survey of Incentive Mechanism for Federated Learning | | | |
| A Survey of Incentive Mechanism Design for Federated Learning | | | |
| Incentive Mechanisms for Federated Learning:
From Economic and Game Theoretic Perspective | | | |
| A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things | | | |
| Privacy Computing Meets Metaverse: Necessity, Taxonomy and Challenges | | | |
| A Survey of Fairness-Aware Federated Learning | | | |
| FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks | | | |
| Federated Graph Learning - A Position Paper | | | |
| Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications | | | |
| Federated Graph Neural Networks: Overview, Techniques and Challenges | | | |
| Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies | | | |
Awesome Federated Machine Learning / Papers / 7. Efficiency |
| Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients | | | |
| Lazily Aggregated Quantized Gradient Innovation for Communication-Efficient Federated Learning | | | |
| Communication Efficient Federated Learning with Adaptive Quantization | | | |
| QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding | | | |
| SAFARI: Sparsity enabled Federated Learning with Limited and Unreliable Communications | | | |
| RPN: A Residual Pooling Network for Efficient Federated Learning | | | |
| FedMD: Heterogenous Federated Learning via Model Distillation | | | |
| code | 150 | over 4 years ago | |
| Ensemble distillation for robust model fusion in federated learning | | | |
| code | | | |
| FPGA-Based Hardware Accelerator of Homomorphic Encryption for Efficient Federated Learning | | | |
| Hardware Accelerated Learning at the Edge | | | |
| HAFLO: GPU-Based Acceleration for Federated Logistic Regression | | | |
| FetchSGD: Communication-Efficient Federated Learning with Sketching | | | |
| Video | | | |
| Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization | | | |
| Slide | | | |
| FedBoost: A Communication-Efficient Algorithm for Federated Learning | | | |
| Video | | | |
| Federated Learning: Strategies for Improving Communication Efficiency | | | |
| One-Shot Federated Learning | | | |
Awesome Federated Machine Learning / Papers / 8. Optimization |
| Federated Composite Optimization | | | |
| code | 12 | over 3 years ago | |
| Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity | | | |
| video | | | |
| Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning | | | |
| video | | | |
| From Local SGD to Local Fixed-Point Methods for Federated Learning | | | |
| Slide | | | |
| Federated Learning Based on Dynamic Regularization | | | |
| Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms | | | |
| code | 50 | over 2 years ago | |
| Adaptive Federated Optimization | | | |
| code | 695 | over 1 year ago | |
| FedBN: Federated Learning on Non-IID Features via Local Batch Normalization | | | |
| code | 231 | over 2 years ago | |
| Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning | | | |
| code | 80 | over 3 years ago | |
| Sageflow: Robust Federated Learning against Both Stragglers and Adversaries | | | |
| HomePage | | | |
| STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning | | | |
| HomePage | | | |
| Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating | | | |
| video | | | |
Awesome Federated Machine Learning / Papers / 9. Fairness |
| Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning | | | |
| code | 20 | over 3 years ago | |
| Fairness-aware Agnostic Federated Learning | | | |
| Fair Resource Allocation in Federated Learning | | | |
| Code | 244 | almost 2 years ago | |
| Agnostic Federated Learning | | | |
| Mitigating Bias in Federated Learning | | | |
| Ditto: Fair and Robust Federated Learning Through Personalization | | | |
| code | 138 | over 3 years ago | |
| An Efficiency-boosting Client Selection Scheme for Federated Learning with Fairness Guarantee | | | |
| Stochastic Client Selection for Federated Learning with Volatile Clients | | | |
| Federated learning with class imbalance reduction | | | |
| Reputation-Based Federated Learning for Secure Wireless Networks | | | |
| Profit Allocation for Federated Learning | | | |
| Stochastic Client Selection for Federated Learning with Volatile Clients | | | |
| Federated learning with class imbalance reduction | | | |
| Reputation-Based Federated Learning for Secure Wireless Networks | | | |
Awesome Federated Machine Learning / Papers / 10. Applications |
| FedVision: An Online Visual Object Detection Platform Powered by Federated Learning | | | |
| code | 112 | over 4 years ago | |
| Federated learning for emoji prediction in a mobile keyboard | | | |
| Federated Learning for Mobile Keyboard Prediction | | | |
| Applied federated learning: Improving google keyboard query suggestions | | | |
| Federated Learning Of Out-Of-Vocabulary Words | | | |
| A Federated Approach in Training Acoustic Models | | | |
| Video | | | |
| Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion? | | | |
| Training Speech Recognition Models with Federated Learning: A Quality/Cost Framework | | | |
| Google Assistant Help | | | |
| Federated Evaluation and Tuning for On-Device Personalization: System Design \& Applications | | | |
| Report | | | |
| Privacy-preserving Federated Brain Tumour Segmentation | | | |
| Advancing health research with Google Health Studies | | | |
| Blog | | | |
| Multi-institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation | | | |
| Blog | | | |
| FedCoin: A Peer-to-Peer Payment System for Federated Learning | | | |
| Blockchained On-Device Federated Learning | | | |
Awesome Federated Machine Learning / Papers / 11. Boosting |
| Practical Federated Gradient Boosting Decision Trees | | | |
| code | 18 | over 2 years ago | |
| Secureboost: A lossless federated learning framework | | | |
| Large-scale Secure XGB for Vertical Federated Learning | | | |
| video | | | |
Awesome Federated Machine Learning / Papers / 12. Incentive mechanism |
| Data Shapley: Equitable Valuation of Data for Machine Learning | | | |
| code | 259 | over 1 year ago | |
| A principled approach to data valuation for federated learning | | | |
| Measure contribution of participants in federated learning | | | |
| GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning | | | |
| Profit allocation for federated learning | | | |
| Fedcoin: A peer-to-peer payment system for federated learning | | | |
| Hierarchical Incentive Mechanism Design for Federated Machine Learning in Mobile networks | | | |
| Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach | | | |
| Incentive Mechanism for Reliable Federated Learning: A Joint Optimization Approach to Combining Reputation and Contract Theory | | | |
| A Contract Theory based Incentive Mechanism for Federated Learning | | | |
| Motivating Workers in Federated Learning: A
Stackelberg Game Perspective | | | |
| A Learning-based Incentive
Mechanism for Federated Learning | | | |
| FMore: An Incentive Scheme of Multi-dimensional
Auction for Federated Learning in MEC | | | |
| A VCG-based Fair Incentive Mechanism for Federated Learning | | | |
| Toward an Automated Auction Framework for Wireless Federated Learning Services Market | | | |
| Auction based Incentive Design for Efficient Federated Learning in Cellular Wireless Networks | | | |
| FAIR: Quality-Aware Federated Learning with Precise User Incentive and Model Aggregation | | | |
| Incentive Mechanism for Horizontal Federated Learning Based on Reputation and Reverse Auction | | | |
| video | | | |
Awesome Federated Machine Learning / Papers / 13. Unsupervised Learning |
| Heterogeneity for the Win: One-Shot Federated Clustering | | | |
| video | | | |
| Exploiting Shared Representations for Personalized Federated Learning | | | |
| code | | | |
| Towards Federated Unsupervised Representation Learning | | | |
| Federated Unsupervised Representation Learning | | | |
| Collaborative Unsupervised Visual Representation Learning from Decentralized Data | | | |
| Divergence-aware Federated Self-Supervised Learning | | | |
| Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering | | | |
| code | 54 | over 2 years ago | |
Awesome Federated Machine Learning / Papers / 14. Heterogeneity |
| Data-Free Knowledge Distillation for Heterogeneous Federated Learning | | | |
| code | 243 | about 1 year ago | |
| Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity | | | |
| video | | | |
| Exploiting Shared Representations for Personalized Federated Learning | | | |
| code | | | |
| SCAFFOLD: Stochastic Controlled Averaging for Federated Learning | | | |
| Video | | | |
| Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning | | | |
| HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients | | | |
| code | 155 | over 2 years ago | |
| FedMix: Approximation of Mixup under Mean Augmented Federated Learning | | | |
| On the Convergence of FedAvg on Non-IID Data | | | |
| Code | 255 | almost 3 years ago | |
| No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data | | | |
| HomePage | | | |
| HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images | | | |
| code | 86 | over 3 years ago | |
| Personalized Federated Learning with Moreau Envelopes | | | |
| code | 291 | over 3 years ago | |
| Federated Learning of a Mixture of Global and Local Models | | | |
| Salvaging Federated Learning by Local Adaptation | | | |
| Sageflow: Robust Federated Learning against Both Stragglers and Adversaries | | | |
| HomePage | | | |
| Towards Flexible Device Participation in Federated Learning | | | |
| video | | | |
| Asynchronous Federated Optimization | | | |
| Pisces: Efficient Federated Learning via Guided Asynchronous Training | | | |
| Code | 12 | almost 2 years ago | |
Awesome Federated Machine Learning / Papers / 15. Client Selection |
| Diverse Client Selection for Federated Learning via Submodular Maximization | | | |
| code | 29 | over 3 years ago | |
| TiFL: A Tier-based Federated Learning System | | | |
| HACCS: Heterogeneity-Aware Clustered Client Selection for Accelerated Federated Learning | | | |
| code | 4 | about 2 years ago | |
| Communication-Efficient Federated Learning via Optimal Client Sampling | | | |
| Oort: Efficient Federated Learning via Guided Participant Selection | | | |
| code | 126 | about 4 years ago | |
| Optimizing federated learning on non-iid data with reinforcement learning | | | |
| Learning Advanced Client Selection Strategy for Federated Learning | | | |
| Towards understanding biased client selection in federated learning | | | |
| Stochastic Client Selection for Federated Learning with Volatile Clients | | | |
| Oort: Efficient Federated Learning via Guided Participant Selection | | | |
| code | 126 | about 4 years ago | |
| Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning | | | |
| code | | | |
| Federated Multi-Armed Bandits | | | |
| code | 9 | almost 5 years ago | |
| FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization | | | |
| video | | | |
Awesome Federated Machine Learning / Papers / 16. Graph Neural Networks |
| Federated Graph Classification over Non-IID Graphs | | | |
| Federated Learning of Molecular Properties with Graph Neural Networks in a Heterogeneous Setting | | | |
| FedGCN: Federated Learning-Based Graph Convolutional Networks for Non-Euclidean Spatial Data | | | |
| FedGraph: Federated Graph Learning with Intelligent Sampling | | | |
| Glint: Decentralized Federated Graph Learning with Traffic Throttling and Flow Scheduling | | | |
| PPSGCN: A Privacy-Preserving Subgraph Sampling Based Distributed GCN Training Method | | | |
| Subgraph Federated Learning with Missing Neighbor Generation | | | |
| HomePage | | | |
| FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction | | | |
| FedGL: Federated Graph Learning Framework with Global Self-Supervision | | | |
| Personalized Subgraph Federated Learning | | | |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | | | |
| Personalized Federated Learning With Graph | | | |
| code | 49 | over 2 years ago | |
| BiG-Fed: Bilevel Optimization Enhanced Graph-Aided Federated Learning | | | |
| Decentralized Federated Graph Neural Networks | | | |
| Peer-to-Peer Federated Learning on Graphs | | | |
| A Graph Federated Architecture with Privacy
Preserving Learning | | | |
| Decentralized Federated Learning for Electronic Health Records | | | |
| Learn Electronic Health Records by Fully Decentralized Federated Learning | | | |
| Decentralized Federated Learning via SGD over
Wireless D2D Networks | | | |
| SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data | | | |
| code | 44 | about 3 years ago | |
| A New Look and Convergence Rate of Federated
Multi-Task Learning with Laplacian Regularization | | | |
| code | 16 | over 4 years ago | |
| Decentralized Event-Triggered Federated Learning
with Heterogeneous Communication Thresholds | | | |
| code | 2 | over 3 years ago | |
Awesome Federated Machine Learning / Papers / 18. Other Machine Learning Paradigm |
| Federated Neural Architecture Search | | | |
| FedNAS: Federated Deep Learning via Neural Architecture Search | | | |
| Self-supervised cross-silo federated neural architecture search | | | |
| Active Federated Learning | | | |
| Active learning based federated learning for waste and natural disaster image classification | | | |
| Federated Active Learning | | | |
| Federated Continual Learning with Weighted Inter-client Transfer | | | |
| code | 102 | over 4 years ago | |
| Partitioned variational inference: A unified framework encompassing federated and continual learning | | | |
| A distillation-based approach integrating continual learning and federated learning for pervasive services | | | |
| FedSpeech: Federated Text-to-Speech with Continual Learning | | | |
Awesome Federated Machine Learning / Papers / 19. Computational Learning Theory |
| No Free Lunch Theorem for Security and Utility in Federated Learning | | | |
| Trading Off Privacy, Utility and Efficiency in Federated Learning | | | |
| Probably Approximately Correct Federated Learning | | | |
| A Game-theoretic Framework for Federated Learning | | | |
| Optimizing Privacy, Utility and Efficiency in Constrained Multi-Objective Federated Learning | | | |
Awesome Federated Machine Learning / Google FL Workshops |
| Google Workshop on Federated Learning and Analytics 2022 | | | |
| Google Workshop on Federated Learning and Analytics 2021 | | | |
| Google Workshop on Federated Learning and Analytics 2020 | | | |
| Google Federated Learning workshop 2019 | | | |
Awesome Federated Machine Learning / Tutorials and Blogs |
| What is Federated Learning | | | Nvidia 2019 |
| Online Federated Learning Comic | | | Google 2019 |
| Federated Learning: Collaborative Machine Learning without Centralized Training Data | | | Google AI Blog 2017 |
| Go Federated with OpenFL | | | Intel 2021 |
Awesome Federated Machine Learning / Open-Sources / Enterprise Grade |
| FATE | 5,750 | 12 months ago | |
| FATE: An Industrial Grade Platform for Collaborative Learning With Data Protection | | | |
| WeBank | | | |
| FedML | 4,205 | 11 months ago | |
| FedML: A Research Library and Benchmark for Federated Machine Learning | | | |
| fedml.ai | | | |
| OpenFL | 738 | 11 months ago | |
| OpenFL: An open-source framework for Federated Learning | | | |
| Intel | | | |
| NVFlare | 658 | 11 months ago | |
| NVIDIA | | | |
| IBM Federated Learning | 500 | over 2 years ago | |
| IBM Federated Learning: an Enterprise Framework White Paper | | | |
| IBM | | | |
| Fedlearner | 891 | over 1 year ago | |
| Bytedance | 891 | over 1 year ago | |
| PaddleFL | 499 | over 2 years ago | |
| Baidu | | | |
| Sherpa.ai Federated Learning | | | |
| Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy | | | |
| Sherpa.ai | | | |
| FederatedScope | 1,335 | about 1 year ago | |
| FederatedScope: A Flexible Federated Learning Platform for Heterogeneity | | | |
| Alibaba | | | |
| secretflow | 2,369 | 11 months ago | |
| Antgroup | | | |
| FEDn | 145 | 11 months ago | |
| Scalable federated machine learning with FEDn | | | |
| Scaleout Systems | | | |
Awesome Federated Machine Learning / Open-Sources / Research Purpose |
| Tensorflow-Federated | 2,323 | 11 months ago | |
| Towards Federated Learning at Scale: System Design | | | |
| Google | | | |
| FedJAX | 254 | 11 months ago | |
| FEDJAX: Federated learning simulation with JAX | | | |
| Google | | | |
| Flower | 5,219 | 11 months ago | |
| Flower: A Friendly Federated Learning Research Framework | | | |
| flower.dev | | | |
| FLUTE | 185 | almost 2 years ago | |
| FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations | | | |
| Microsoft | | | |
| FLSim | 253 | about 1 year ago | |
| PySyft | 9,557 | 11 months ago | |
| A generic framework for privacy preserving deep learning | | | |
| OpenMined | | | |
| PyVertical | 215 | over 2 years ago | |
| PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN | | | |
| OpenMined | | | |
| LEAF | 856 | over 2 years ago | |
| LEAF: A Benchmark for Federated Settings | | | |
| CMU | | | |
| FedScale | 390 | almost 2 years ago | |
| FedScale: Benchmarking Model and System Performance of Federated Learning at Scale | | | |
| SymbioticLab(University of Michigan) | | | |
| EasyFL | 9 | about 2 years ago | |
| EasyFL: A Low-code Federated Learning Platform For Dummies | | | |
| NTU | | | |
| FedLab | 743 | about 1 year ago | |
| FedLab: A Flexible Federated Learning Framework | | | |
| SMILELab-FL | | | |
| Galaxy Federated Learning | 243 | almost 3 years ago | |
| GFL: A Decentralized Federated Learning Framework Based On Blockchain | | | |
| Zhejiang University | | | |
| FedTree | 144 | about 2 years ago | |
| National University of Singapore | | | |
Awesome-Federated-Machine-Learning 
jnv/lists
federatedai/kubefate